Pith Number

pith:RG3CZA2E

pith:2021:RG3CZA2EJD76LWRCPE7YG5FREU

not attested not anchored not stored refs pending

Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems

Carel van Niekerk, Christian Geishauser, Hsien-Chin Lin, Michael Heck, Milica Ga\v{s}i\'c, Nurul Lubis, Shutong Feng, Songbo Hu

arxiv:2106.08838 v1 · 2021-06-16 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RG3CZA2EJD76LWRCPE7YG5FREU}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

From Intents to Conversations: Generating Intent-Driven Dialogues with Contrastive Learning for Multi-Turn Classification

Receipt and verification

First computed	2026-07-05T02:50:01.909164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89b62c834448ffe5da22793f8374b1251793949b248508368e59d5873ec55885

Aliases

arxiv: 2106.08838 · arxiv_version: 2106.08838v1 · doi: 10.48550/arxiv.2106.08838 · pith_short_12: RG3CZA2EJD76 · pith_short_16: RG3CZA2EJD76LWRC · pith_short_8: RG3CZA2E

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RG3CZA2EJD76LWRCPE7YG5FREU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 89b62c834448ffe5da22793f8374b1251793949b248508368e59d5873ec55885

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a48cfb71a4886e09546f52cf7aa05ef2cc7bc05d50126f6b49f3af7608ebd602",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-16T14:56:04Z",
    "title_canon_sha256": "8884f4ab77a923b8fc8ee519a011cac1cd42d0fbc32d6c38efaf837c0dae9b9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.08838",
    "kind": "arxiv",
    "version": 1
  }
}